{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Use of `yscale` kwarg in mplfinance\n",
    "\n",
    "- kwarg `yscale` may be used in `mpf.plot()` and/or `mpf.add_plot()`\n",
    "<br><br>\n",
    "- function `mpf.plot()` also accepts kwarg `volume_yscale` which has the same syntax and behavior as `yscale` except that it gets applied to the Volume Axes of the plot.\n",
    "<br><br>\n",
    "- `yscale` may be a string, in which case it must be one of [\"linear\", \"log\", \"symlog\", \"logit\"].\n",
    "<br><br>\n",
    "- `yscale` may also be a dict, in which case\n",
    "  - it must contain the key `yscale` whose value is one of [\"linear\", \"log\", \"symlog\", \"logit\"]\n",
    "  - the remaining key/value pairs are passed as kwargs to matplotlib's [`Axes.set_yscale()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.set_yscale.html)\n",
    "<br><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## `yscale` examples:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>202385700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>165936000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>143331600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  202385700\n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  165936000\n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  143331600"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>108088000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>169242100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>212250900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  108088000\n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  169242100\n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  212250900"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "df = df[['Open','High','Low','Close','Volume']]\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.7a8'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can set the yscale to logarithmic for price or volume or both\n",
    "\n",
    "- First we scale the data to a larger range, to make a 'log' plot more interesting:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdf = df[['Open','High','Low','Close']].apply(lambda x: (x-101.)*2**((x-101.)/4),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "v = [ 2**(x/10.) for x in range(len(df))]\n",
    "sdf['Volume'] = [ random.choice(v) for ix in range(len(df)) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===   Original   ===\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>141.740005</td>\n",
       "      <td>142.210007</td>\n",
       "      <td>141.080002</td>\n",
       "      <td>141.839996</td>\n",
       "      <td>7.178287e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>108.349998</td>\n",
       "      <td>112.580002</td>\n",
       "      <td>107.430000</td>\n",
       "      <td>109.930000</td>\n",
       "      <td>8.607570e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.887294</td>\n",
       "      <td>7.534436</td>\n",
       "      <td>8.243264</td>\n",
       "      <td>7.928984</td>\n",
       "      <td>9.999547e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>128.846587</td>\n",
       "      <td>129.772222</td>\n",
       "      <td>127.837500</td>\n",
       "      <td>128.857659</td>\n",
       "      <td>2.110454e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>2.520000e+02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open        High         Low       Close        Volume\n",
       "max    141.740005  142.210007  141.080002  141.839996  7.178287e+08\n",
       "min    108.349998  112.580002  107.430000  109.930000  8.607570e+07\n",
       "std      7.887294    7.534436    8.243264    7.928984  9.999547e+07\n",
       "mean   128.846587  129.772222  127.837500  128.857659  2.110454e+08\n",
       "count  252.000000  252.000000  252.000000  252.000000  2.520000e+02"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "===   \"Scaled\"   ===\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>47425.504565</td>\n",
       "      <td>52043.290245</td>\n",
       "      <td>41614.860352</td>\n",
       "      <td>48372.846654</td>\n",
       "      <td>3.596275e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>26.268162</td>\n",
       "      <td>86.137175</td>\n",
       "      <td>19.593711</td>\n",
       "      <td>41.966324</td>\n",
       "      <td>1.231144e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>10757.018248</td>\n",
       "      <td>12108.724154</td>\n",
       "      <td>9587.769652</td>\n",
       "      <td>11089.378731</td>\n",
       "      <td>6.192560e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8953.275582</td>\n",
       "      <td>10256.544230</td>\n",
       "      <td>7797.223865</td>\n",
       "      <td>9116.338090</td>\n",
       "      <td>1.980439e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>252.000000</td>\n",
       "      <td>2.520000e+02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open          High           Low         Close        Volume\n",
       "max    47425.504565  52043.290245  41614.860352  48372.846654  3.596275e+07\n",
       "min       26.268162     86.137175     19.593711     41.966324  1.231144e+00\n",
       "std    10757.018248  12108.724154   9587.769652  11089.378731  6.192560e+06\n",
       "mean    8953.275582  10256.544230   7797.223865   9116.338090  1.980439e+06\n",
       "count    252.000000    252.000000    252.000000    252.000000  2.520000e+02"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare the original dataframe to the \"scaled\" one:\n",
    "print('===   Original   ===')\n",
    "df[['Open','High','Low','Close','Volume']].describe().loc[['max','min','std','mean','count'],:]\n",
    "print('\\n')\n",
    "print('===   \"Scaled\"   ===')\n",
    "sdf.describe().loc[['max','min','std','mean','count'],:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kw = dict(volume=True,type='candle',panel_ratios=(1,0.5))\n",
    "mpf.plot(sdf,**kw)\n",
    "mpf.plot(sdf,**kw,yscale='log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kw = dict(volume=True,type='candle',panel_ratios=(1,0.75))\n",
    "mpf.plot(sdf,**kw,yscale='log')\n",
    "mpf.plot(sdf,**kw,volume_yscale='log')\n",
    "mpf.plot(sdf,**kw,yscale='log',volume_yscale='log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can also pass `yscale` into `mpf.make_addplot()`\n",
    "\n",
    "(first we generate some fake data, from the existing data, for the addplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Flip the data around to make it more interesting\n",
    "adata = [v for v in sdf['Close'][int(len(sdf)/2):].values]\n",
    "adata.extend(sdf['Close'][0:int(len(sdf)/2)].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x690 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x690 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kw = dict(volume=True,type='candle',panel_ratios=(1,0.75,1),figscale=1.2)\n",
    "\n",
    "ap = mpf.make_addplot(adata,panel=2,color='g',ylabel='Additional\\nData')\n",
    "mpf.plot(sdf,**kw,addplot=ap,yscale='log',volume_yscale='log')\n",
    "\n",
    "ap = mpf.make_addplot(adata,panel=2,color='g',ylabel='Additional\\nData (Log)',yscale='log')\n",
    "mpf.plot(sdf,**kw,addplot=ap,yscale='log',volume_yscale='log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
